Bayesian insights on digitalization and environmental sustainability practices: towards the twin transition in the EU

Aiello, Francesco; Cozzucoli, Paolo C.; Mannarino, Lidia; Pupo, Valeria

[journal article]

dc.contributor.author	Aiello, Francesco	de
dc.contributor.author	Cozzucoli, Paolo C.	de
dc.contributor.author	Mannarino, Lidia	de
dc.contributor.author	Pupo, Valeria	de
dc.date.accessioned	2025-08-12T11:07:46Z
dc.date.available	2025-08-12T11:07:46Z
dc.date.issued	2025	de
dc.identifier.issn	1099-0836	de
dc.identifier.uri	https://www.ssoar.info/ssoar/handle/document/104526
dc.description.abstract	Utilizing a Bayesian network approach, this paper uncovers the probabilistic relationships between digital technologies (DTs) and environmental sustainability practices (ESs), aiming to identify specific portfolios of digital solutions that significantly contribute to environmentally friendly strategies of European firms. Data are from a sample of 10,583 European firms surveyed in 2020 through Flash Eurobarometer 486. Results reveal that the adoption of a "one instrument, one objective" approach highlights high-speed infrastructure as optimal for recycling and waste reduction, while an approach involving "more instruments, joint scopes" demonstrates the highest probability of circular economy (CE) practices with specific combinations of DTs. Importantly, the paper contributes to illuminating the current representation of twin transition by assessing the effect of DTs by comparing conditional probabilities with marginal probabilities across a multitude of outcomes (optimal DTs and ES combinations), thereby offering implications for research, managerial practice, and policymaking.	de
dc.language	en	de
dc.subject.ddc	Wirtschaft	de
dc.subject.ddc	Economics	en
dc.subject.other	Bayesian networks; circular economy; digital technologies; environmental sustainability practices; Industry 4.0; Flash Eurobarometer 486 (SMEs, Start-ups, Scale-ups and Entrepreneurship) (ZA7637 v2.0.0, doi:10.4232/1.13639)	de
dc.title	Bayesian insights on digitalization and environmental sustainability practices: towards the twin transition in the EU	de
dc.description.review	begutachtet (peer reviewed)	de
dc.description.review	peer reviewed	en
dc.source.journal	Business Strategy and the Environment
dc.source.volume	34	de
dc.publisher.country	USA	de
dc.source.issue	1	de
dc.subject.classoz	Management	de
dc.subject.classoz	Management Science	en
dc.subject.thesoz	Kreislaufwirtschaft	de
dc.subject.thesoz	recycling management	en
dc.subject.thesoz	EU	de
dc.subject.thesoz	EU	en
dc.subject.thesoz	Nachhaltigkeit	de
dc.subject.thesoz	sustainability	en
dc.subject.thesoz	Betrieb	de
dc.subject.thesoz	firm	en
dc.subject.thesoz	Digitalisierung	de
dc.subject.thesoz	digitalization	en
dc.subject.thesoz	Umweltfreundlichkeit	de
dc.subject.thesoz	environmental safety	en
dc.identifier.urn	urn:nbn:de:0168-ssoar-104526-3
dc.rights.licence	Creative Commons - Namensnennung 4.0	de
dc.rights.licence	Creative Commons - Attribution 4.0	en
ssoar.contributor.institution	FDB	de
internal.status	formal und inhaltlich fertig erschlossen	de
internal.identifier.thesoz	10065125
internal.identifier.thesoz	10041441
internal.identifier.thesoz	10064837
internal.identifier.thesoz	10034756
internal.identifier.thesoz	10063943
internal.identifier.thesoz	10060637
dc.type.stock	article	de
dc.type.document	Zeitschriftenartikel	de
dc.type.document	journal article	en
dc.source.pageinfo	417-432	de
internal.identifier.classoz	1090401
internal.identifier.journal	2411
internal.identifier.document	32
internal.identifier.ddc	330
dc.identifier.doi	https://doi.org/10.1002/bse.3985	de
dc.description.pubstatus	Veröffentlichungsversion	de
dc.description.pubstatus	Published Version	en
internal.identifier.licence	16
internal.identifier.pubstatus	1
internal.identifier.review	1
internal.pdf.valid	false
internal.pdf.wellformed	true
internal.pdf.encrypted	false

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